Author

Aishik Mandal

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#natural language process... Apr 2026

Graph2Counsel: Clinically Grounded Synthetic Counseling Dialogue Generation from Client Psychological Graphs

Graph2Counsel is introduced, a framework for generating synthetic counseling sessions grounded in Client Psychological Graphs that encode relationships among clients'thoughts, emotions, and behaviors, and Therapy-Eval is introduced, a multi-turn evaluation framework, and the effectiveness of the fine-tuned model in rea...

Aishik Mandal, Hiba Arnaout, Clarissa W. Ong et al. · arXiv.org · 3 citations

#artificial intelligence Sep 2025

MAGneT: Coordinated Multi-Agent Generation of Synthetic Multi-Turn Mental Health Counseling Sessions

The growing demand for scalable psychological counseling highlights the need for high-quality, privacy-compliant data, yet such data remains scarce. Here we introduce MAGneT, a novel multi-agent framework for synthetic psychological counseling session generation that decomposes counselor response generation into coordi...

Aishik Mandal, Tanmoy Chakraborty, Iryna Gurevych · arXiv.org · 7 citations